from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
import os
import numpy as np
import pandas as pd
import zipfile
from PIL import Image
import matplotlib.pyplot as plt
import tensorflow
from tensorflow.keras.applications.mobilenet import MobileNet, preprocess_input
from tensorflow.keras.layers import Concatenate, Conv2D, Reshape, UpSampling2D
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau
from tensorflow.keras.losses import binary_crossentropy
from tensorflow.keras.models import Model
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import ZeroPadding2D, Convolution2D, MaxPooling2D, Dropout, Flatten, Activation
from sklearn.model_selection import train_test_split, GridSearchCV
from tensorflow.keras.models import model_from_json
import cv2
from sklearn.svm import SVC
from sklearn.preprocessing import LabelEncoder, StandardScaler
from sklearn.decomposition import PCA
Part 1. 1 a - Import and read ‘images.npy’
data = np.load('/content/drive/MyDrive/Greatlearning/ComputerVsion Project/Images.npy', allow_pickle=True)
data.shape
(393, 2)
data[2][0]
array([[[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
...,
[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
[ 0, 0, 0, 255]],
[[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
...,
[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
[ 0, 0, 0, 255]],
[[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
...,
[ 0, 0, 0, 255],
[ 0, 0, 0, 255],
[ 0, 0, 0, 255]],
...,
[[ 80, 31, 18, 255],
[ 82, 36, 23, 255],
[ 79, 31, 21, 255],
...,
[121, 114, 104, 255],
[120, 112, 104, 255],
[116, 109, 99, 255]],
[[ 73, 38, 20, 255],
[ 76, 40, 24, 255],
[ 79, 45, 30, 255],
...,
[121, 112, 104, 255],
[117, 110, 102, 255],
[113, 106, 97, 255]],
[[ 79, 37, 21, 255],
[ 76, 32, 16, 255],
[ 77, 33, 18, 255],
...,
[119, 108, 97, 255],
[115, 106, 96, 255],
[111, 103, 90, 255]]], dtype=uint8)
data[2][1]
[{'label': ['Face'],
'notes': '',
'points': [{'x': 0.495, 'y': 0.27147766323024053},
{'x': 0.595, 'y': 0.46048109965635736}],
'imageWidth': 600,
'imageHeight': 291}]
Part 1.1 b - Split the data into Features(X) & labels(Y). Unify shape of all the images.
ALPHA = 1
IMAGE_HEIGHT = 224
IMAGE_WIDTH = 224
IMAGE_SIZE = 224
#create masked image and preprocessed image (to feed mobile Net)
X = np.zeros((int(data.shape[0]), IMAGE_HEIGHT, IMAGE_WIDTH, 3))
y = np.zeros((int(data.shape[0]), IMAGE_WIDTH, IMAGE_HEIGHT))
for index in range(data.shape[0]):
# img = cv2.resize(data[index][0], dsize=(IMAGE_HEIGHT, IMAGE_WIDTH), interpolation=cv2.INTER_CUBIC)
# img = data[index][0].resize((IMAGE_SIZE, IMAGE_SIZE,3))
img = data[index][0]
# print(img.shape[2])
if len(img.shape) >= 3:
img = img[:, :, :3]
# print(img.shape)
num_channels = 1 if len(img.shape) == 2 else img.shape[-1]
if num_channels == 1:
# print("---")
img = cv2.cvtColor(img, cv2.COLOR_GRAY2RGB)
# print(1 if len(img.shape) == 2 else img.shape[-1])
img = cv2.resize(img, (224, 224))
X[index] = preprocess_input(np.array(img, dtype=np.float32))
for i in data[index][1]:
x1 = int(i["points"][0]['x'] * IMAGE_WIDTH)
x2 = int(i["points"][1]['x'] * IMAGE_WIDTH)
y1 = int(i["points"][0]['y'] * IMAGE_HEIGHT)
y2 = int(i["points"][1]['y'] * IMAGE_HEIGHT)
y[index][y1:y2, x1:x2] = 1
Part 1.1 c - Split the data into train and test [400:9].
train_size = 400 / (400 + 9) # (mentioned train : test is 400 : 9)
X_train, X_test, y_train, y_test = train_test_split(X, y, train_size=train_size, random_state=42)
print("X train : ({},{})".format(len(X_train),len(X_train[0][0])))
print("y train : ({},{})".format(len(y_train),len(y_train[0])))
print("X test : ({},{})".format(len(X_test),1))
print("y test : ({},{})".format(len(y_test),len(y_test[0])))
# pd.DataFrame(X_train)
X train : (384,224) y train : (384,224) X test : (9,1) y test : (9,224)
len(X_train[0])
224
print(X_train[0])
[[[-0.78823531 -0.83529413 -0.81960785] [-0.79607844 -0.85882354 -0.82745099] [-0.78823531 -0.85882354 -0.81960785] ... [-0.92941177 -0.97647059 -0.96078432] [-0.92941177 -0.97647059 -0.96078432] [-0.92941177 -0.97647059 -0.96078432]] [[-0.63137257 -0.7019608 -0.67843139] [-0.63921571 -0.71764708 -0.68627453] [-0.63137257 -0.71764708 -0.68627453] ... [-0.9137255 -0.96078432 -0.92941177] [-0.9137255 -0.96078432 -0.92941177] [-0.9137255 -0.96078432 -0.92941177]] [[-0.62352943 -0.71764708 -0.68627453] [-0.63137257 -0.72549021 -0.69411767] [-0.65490198 -0.74901962 -0.72549021] ... [-0.87450981 -0.95294118 -0.89803922] [-0.87450981 -0.95294118 -0.89803922] [-0.87450981 -0.95294118 -0.89803922]] ... [[-0.81176472 -0.85882354 -0.8509804 ] [-0.83529413 -0.84313726 -0.83529413] [-0.80392158 -0.81176472 -0.80392158] ... [-0.89803922 -0.99215686 -0.9137255 ] [-0.89803922 -0.99215686 -0.9137255 ] [-0.89803922 -0.99215686 -0.9137255 ]] [[-0.81176472 -0.8509804 -0.81960785] [-0.82745099 -0.84313726 -0.83529413] [-0.79607844 -0.82745099 -0.81960785] ... [-0.89803922 -0.99215686 -0.9137255 ] [-0.89803922 -0.99215686 -0.9137255 ] [-0.89803922 -0.99215686 -0.9137255 ]] [[-0.80392158 -0.8509804 -0.83529413] [-0.83529413 -0.84313726 -0.84313726] [-0.82745099 -0.84313726 -0.84313726] ... [-0.89803922 -0.99215686 -0.9137255 ] [-0.89803922 -0.99215686 -0.9137255 ] [-0.89803922 -0.99215686 -0.9137255 ]]]
print(np.array(X_train).shape)
(384, 224, 224, 3)
print(np.array(y_train).shape)
(384, 224, 224)
print()
Part 1.1 d - Select random image from the train data and display original image and masked image.
print("Image array:")
plt.imshow(X_train[20])
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Image array:
<matplotlib.image.AxesImage at 0x7f5f7e5c6500>
print("Mased array:")
plt.imshow(y_train[20])
Mased array:
<matplotlib.image.AxesImage at 0x7f5f191accd0>
Part 1.2 a - Design a face mask detection model.
def create_model(trainable=True):
model = MobileNet(input_shape=(IMAGE_HEIGHT, IMAGE_WIDTH, 3), include_top=False, alpha=ALPHA, weights="imagenet")
for layer in model.layers:
layer.trainable = trainable
block1 = model.get_layer("conv_pw_5_relu").output
block2 = model.get_layer("conv_pw_11_relu").output
block3 = model.get_layer("conv_pw_13_relu").output
x = Concatenate()([UpSampling2D()(block3), block2])
x = Concatenate()([UpSampling2D()(x), block1])
x = Conv2D(1, kernel_size=1, activation="sigmoid")(x)
x = UpSampling2D(size=(8, 8))(x) # Upsample by 8x8 to match the desired output shape
return Model(inputs=model.input, outputs=x)
B. Design your own Dice Coefficient and Loss function. [2 Marks]
def dice_coefficient(y_true, y_pred):
numerator = 2 * tensorflow.reduce_sum(y_true * y_pred)
denominator = tensorflow.reduce_sum(y_true + y_pred)
return numerator / (denominator + tensorflow.keras.backend.epsilon())
def loss(y_true, y_pred):
return binary_crossentropy(y_true, y_pred) - tensorflow.keras.backend.log(dice_coefficient(y_true, y_pred) + tensorflow.keras.backend.epsilon())
C. Train and tune the model as required. [3 Marks]
model = create_model(False)
model.summary()
Model: "model_1"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_4 (InputLayer) [(None, 224, 224, 3)] 0 []
conv1 (Conv2D) (None, 112, 112, 32) 864 ['input_4[0][0]']
conv1_bn (BatchNormalizati (None, 112, 112, 32) 128 ['conv1[0][0]']
on)
conv1_relu (ReLU) (None, 112, 112, 32) 0 ['conv1_bn[0][0]']
conv_dw_1 (DepthwiseConv2D (None, 112, 112, 32) 288 ['conv1_relu[0][0]']
)
conv_dw_1_bn (BatchNormali (None, 112, 112, 32) 128 ['conv_dw_1[0][0]']
zation)
conv_dw_1_relu (ReLU) (None, 112, 112, 32) 0 ['conv_dw_1_bn[0][0]']
conv_pw_1 (Conv2D) (None, 112, 112, 64) 2048 ['conv_dw_1_relu[0][0]']
conv_pw_1_bn (BatchNormali (None, 112, 112, 64) 256 ['conv_pw_1[0][0]']
zation)
conv_pw_1_relu (ReLU) (None, 112, 112, 64) 0 ['conv_pw_1_bn[0][0]']
conv_pad_2 (ZeroPadding2D) (None, 113, 113, 64) 0 ['conv_pw_1_relu[0][0]']
conv_dw_2 (DepthwiseConv2D (None, 56, 56, 64) 576 ['conv_pad_2[0][0]']
)
conv_dw_2_bn (BatchNormali (None, 56, 56, 64) 256 ['conv_dw_2[0][0]']
zation)
conv_dw_2_relu (ReLU) (None, 56, 56, 64) 0 ['conv_dw_2_bn[0][0]']
conv_pw_2 (Conv2D) (None, 56, 56, 128) 8192 ['conv_dw_2_relu[0][0]']
conv_pw_2_bn (BatchNormali (None, 56, 56, 128) 512 ['conv_pw_2[0][0]']
zation)
conv_pw_2_relu (ReLU) (None, 56, 56, 128) 0 ['conv_pw_2_bn[0][0]']
conv_dw_3 (DepthwiseConv2D (None, 56, 56, 128) 1152 ['conv_pw_2_relu[0][0]']
)
conv_dw_3_bn (BatchNormali (None, 56, 56, 128) 512 ['conv_dw_3[0][0]']
zation)
conv_dw_3_relu (ReLU) (None, 56, 56, 128) 0 ['conv_dw_3_bn[0][0]']
conv_pw_3 (Conv2D) (None, 56, 56, 128) 16384 ['conv_dw_3_relu[0][0]']
conv_pw_3_bn (BatchNormali (None, 56, 56, 128) 512 ['conv_pw_3[0][0]']
zation)
conv_pw_3_relu (ReLU) (None, 56, 56, 128) 0 ['conv_pw_3_bn[0][0]']
conv_pad_4 (ZeroPadding2D) (None, 57, 57, 128) 0 ['conv_pw_3_relu[0][0]']
conv_dw_4 (DepthwiseConv2D (None, 28, 28, 128) 1152 ['conv_pad_4[0][0]']
)
conv_dw_4_bn (BatchNormali (None, 28, 28, 128) 512 ['conv_dw_4[0][0]']
zation)
conv_dw_4_relu (ReLU) (None, 28, 28, 128) 0 ['conv_dw_4_bn[0][0]']
conv_pw_4 (Conv2D) (None, 28, 28, 256) 32768 ['conv_dw_4_relu[0][0]']
conv_pw_4_bn (BatchNormali (None, 28, 28, 256) 1024 ['conv_pw_4[0][0]']
zation)
conv_pw_4_relu (ReLU) (None, 28, 28, 256) 0 ['conv_pw_4_bn[0][0]']
conv_dw_5 (DepthwiseConv2D (None, 28, 28, 256) 2304 ['conv_pw_4_relu[0][0]']
)
conv_dw_5_bn (BatchNormali (None, 28, 28, 256) 1024 ['conv_dw_5[0][0]']
zation)
conv_dw_5_relu (ReLU) (None, 28, 28, 256) 0 ['conv_dw_5_bn[0][0]']
conv_pw_5 (Conv2D) (None, 28, 28, 256) 65536 ['conv_dw_5_relu[0][0]']
conv_pw_5_bn (BatchNormali (None, 28, 28, 256) 1024 ['conv_pw_5[0][0]']
zation)
conv_pw_5_relu (ReLU) (None, 28, 28, 256) 0 ['conv_pw_5_bn[0][0]']
conv_pad_6 (ZeroPadding2D) (None, 29, 29, 256) 0 ['conv_pw_5_relu[0][0]']
conv_dw_6 (DepthwiseConv2D (None, 14, 14, 256) 2304 ['conv_pad_6[0][0]']
)
conv_dw_6_bn (BatchNormali (None, 14, 14, 256) 1024 ['conv_dw_6[0][0]']
zation)
conv_dw_6_relu (ReLU) (None, 14, 14, 256) 0 ['conv_dw_6_bn[0][0]']
conv_pw_6 (Conv2D) (None, 14, 14, 512) 131072 ['conv_dw_6_relu[0][0]']
conv_pw_6_bn (BatchNormali (None, 14, 14, 512) 2048 ['conv_pw_6[0][0]']
zation)
conv_pw_6_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_6_bn[0][0]']
conv_dw_7 (DepthwiseConv2D (None, 14, 14, 512) 4608 ['conv_pw_6_relu[0][0]']
)
conv_dw_7_bn (BatchNormali (None, 14, 14, 512) 2048 ['conv_dw_7[0][0]']
zation)
conv_dw_7_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_7_bn[0][0]']
conv_pw_7 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_7_relu[0][0]']
conv_pw_7_bn (BatchNormali (None, 14, 14, 512) 2048 ['conv_pw_7[0][0]']
zation)
conv_pw_7_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_7_bn[0][0]']
conv_dw_8 (DepthwiseConv2D (None, 14, 14, 512) 4608 ['conv_pw_7_relu[0][0]']
)
conv_dw_8_bn (BatchNormali (None, 14, 14, 512) 2048 ['conv_dw_8[0][0]']
zation)
conv_dw_8_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_8_bn[0][0]']
conv_pw_8 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_8_relu[0][0]']
conv_pw_8_bn (BatchNormali (None, 14, 14, 512) 2048 ['conv_pw_8[0][0]']
zation)
conv_pw_8_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_8_bn[0][0]']
conv_dw_9 (DepthwiseConv2D (None, 14, 14, 512) 4608 ['conv_pw_8_relu[0][0]']
)
conv_dw_9_bn (BatchNormali (None, 14, 14, 512) 2048 ['conv_dw_9[0][0]']
zation)
conv_dw_9_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_9_bn[0][0]']
conv_pw_9 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_9_relu[0][0]']
conv_pw_9_bn (BatchNormali (None, 14, 14, 512) 2048 ['conv_pw_9[0][0]']
zation)
conv_pw_9_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_9_bn[0][0]']
conv_dw_10 (DepthwiseConv2 (None, 14, 14, 512) 4608 ['conv_pw_9_relu[0][0]']
D)
conv_dw_10_bn (BatchNormal (None, 14, 14, 512) 2048 ['conv_dw_10[0][0]']
ization)
conv_dw_10_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_10_bn[0][0]']
conv_pw_10 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_10_relu[0][0]']
conv_pw_10_bn (BatchNormal (None, 14, 14, 512) 2048 ['conv_pw_10[0][0]']
ization)
conv_pw_10_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_10_bn[0][0]']
conv_dw_11 (DepthwiseConv2 (None, 14, 14, 512) 4608 ['conv_pw_10_relu[0][0]']
D)
conv_dw_11_bn (BatchNormal (None, 14, 14, 512) 2048 ['conv_dw_11[0][0]']
ization)
conv_dw_11_relu (ReLU) (None, 14, 14, 512) 0 ['conv_dw_11_bn[0][0]']
conv_pw_11 (Conv2D) (None, 14, 14, 512) 262144 ['conv_dw_11_relu[0][0]']
conv_pw_11_bn (BatchNormal (None, 14, 14, 512) 2048 ['conv_pw_11[0][0]']
ization)
conv_pw_11_relu (ReLU) (None, 14, 14, 512) 0 ['conv_pw_11_bn[0][0]']
conv_pad_12 (ZeroPadding2D (None, 15, 15, 512) 0 ['conv_pw_11_relu[0][0]']
)
conv_dw_12 (DepthwiseConv2 (None, 7, 7, 512) 4608 ['conv_pad_12[0][0]']
D)
conv_dw_12_bn (BatchNormal (None, 7, 7, 512) 2048 ['conv_dw_12[0][0]']
ization)
conv_dw_12_relu (ReLU) (None, 7, 7, 512) 0 ['conv_dw_12_bn[0][0]']
conv_pw_12 (Conv2D) (None, 7, 7, 1024) 524288 ['conv_dw_12_relu[0][0]']
conv_pw_12_bn (BatchNormal (None, 7, 7, 1024) 4096 ['conv_pw_12[0][0]']
ization)
conv_pw_12_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_pw_12_bn[0][0]']
conv_dw_13 (DepthwiseConv2 (None, 7, 7, 1024) 9216 ['conv_pw_12_relu[0][0]']
D)
conv_dw_13_bn (BatchNormal (None, 7, 7, 1024) 4096 ['conv_dw_13[0][0]']
ization)
conv_dw_13_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_dw_13_bn[0][0]']
conv_pw_13 (Conv2D) (None, 7, 7, 1024) 1048576 ['conv_dw_13_relu[0][0]']
conv_pw_13_bn (BatchNormal (None, 7, 7, 1024) 4096 ['conv_pw_13[0][0]']
ization)
conv_pw_13_relu (ReLU) (None, 7, 7, 1024) 0 ['conv_pw_13_bn[0][0]']
up_sampling2d_9 (UpSamplin (None, 14, 14, 1024) 0 ['conv_pw_13_relu[0][0]']
g2D)
concatenate_8 (Concatenate (None, 14, 14, 1536) 0 ['up_sampling2d_9[0][0]',
) 'conv_pw_11_relu[0][0]']
up_sampling2d_10 (UpSampli (None, 28, 28, 1536) 0 ['concatenate_8[0][0]']
ng2D)
concatenate_9 (Concatenate (None, 28, 28, 1792) 0 ['up_sampling2d_10[0][0]',
) 'conv_pw_5_relu[0][0]']
conv2d_3 (Conv2D) (None, 28, 28, 1) 1793 ['concatenate_9[0][0]']
up_sampling2d_11 (UpSampli (None, 224, 224, 1) 0 ['conv2d_3[0][0]']
ng2D)
==================================================================================================
Total params: 3230657 (12.32 MB)
Trainable params: 1793 (7.00 KB)
Non-trainable params: 3228864 (12.32 MB)
__________________________________________________________________________________________________
model.compile(loss=loss, optimizer='adam', metrics=[dice_coefficient])
checkpoint = ModelCheckpoint("model-{val_loss:.2f}.h5", monitor="val_loss", verbose=1, save_best_only=True, save_weights_only=True)
stop = EarlyStopping(monitor="val_loss", patience=5)
reduce_lr = ReduceLROnPlateau(monitor="val_loss", factor=0.2, patience=5, min_lr=1e-6, verbose=1)
tensorflow.keras.backend.clear_session()
tensorflow.config.run_functions_eagerly(True)
model.fit(X_train, y_train, validation_data = (X_test, y_test), epochs=50, batch_size=1,callbacks=[checkpoint, reduce_lr, stop])
/usr/local/lib/python3.10/dist-packages/tensorflow/python/data/ops/structured_function.py:258: UserWarning: Even though the `tf.config.experimental_run_functions_eagerly` option is set, this option does not apply to tf.data functions. To force eager execution of tf.data functions, please use `tf.data.experimental.enable_debug_mode()`. warnings.warn(
Epoch 1/50 384/384 [==============================] - ETA: 0s - loss: 1.1251 - dice_coefficient: 0.4877 Epoch 1: val_loss improved from inf to 1.14322, saving model to model-1.14.h5 384/384 [==============================] - 50s 130ms/step - loss: 1.1251 - dice_coefficient: 0.4877 - val_loss: 1.1432 - val_dice_coefficient: 0.4809 - lr: 0.0010 Epoch 2/50 384/384 [==============================] - ETA: 0s - loss: 0.8327 - dice_coefficient: 0.5844 Epoch 2: val_loss improved from 1.14322 to 1.10039, saving model to model-1.10.h5 384/384 [==============================] - 49s 127ms/step - loss: 0.8327 - dice_coefficient: 0.5844 - val_loss: 1.1004 - val_dice_coefficient: 0.5024 - lr: 0.0010 Epoch 3/50 384/384 [==============================] - ETA: 0s - loss: 0.7817 - dice_coefficient: 0.6018 Epoch 3: val_loss improved from 1.10039 to 1.06535, saving model to model-1.07.h5 384/384 [==============================] - 50s 129ms/step - loss: 0.7817 - dice_coefficient: 0.6018 - val_loss: 1.0654 - val_dice_coefficient: 0.5148 - lr: 0.0010 Epoch 4/50 384/384 [==============================] - ETA: 0s - loss: 0.7545 - dice_coefficient: 0.6126 Epoch 4: val_loss did not improve from 1.06535 384/384 [==============================] - 51s 133ms/step - loss: 0.7545 - dice_coefficient: 0.6126 - val_loss: 1.1505 - val_dice_coefficient: 0.5113 - lr: 0.0010 Epoch 5/50 384/384 [==============================] - ETA: 0s - loss: 0.7408 - dice_coefficient: 0.6179 Epoch 5: val_loss did not improve from 1.06535 384/384 [==============================] - 51s 133ms/step - loss: 0.7408 - dice_coefficient: 0.6179 - val_loss: 1.0734 - val_dice_coefficient: 0.5157 - lr: 0.0010 Epoch 6/50 384/384 [==============================] - ETA: 0s - loss: 0.7351 - dice_coefficient: 0.6221 Epoch 6: val_loss improved from 1.06535 to 1.04633, saving model to model-1.05.h5 384/384 [==============================] - 49s 128ms/step - loss: 0.7351 - dice_coefficient: 0.6221 - val_loss: 1.0463 - val_dice_coefficient: 0.5259 - lr: 0.0010 Epoch 7/50 384/384 [==============================] - ETA: 0s - loss: 0.7199 - dice_coefficient: 0.6283 Epoch 7: val_loss did not improve from 1.04633 384/384 [==============================] - 52s 135ms/step - loss: 0.7199 - dice_coefficient: 0.6283 - val_loss: 1.2773 - val_dice_coefficient: 0.5046 - lr: 0.0010 Epoch 8/50 384/384 [==============================] - ETA: 0s - loss: 0.7068 - dice_coefficient: 0.6317 Epoch 8: val_loss did not improve from 1.04633 384/384 [==============================] - 49s 127ms/step - loss: 0.7068 - dice_coefficient: 0.6317 - val_loss: 1.0678 - val_dice_coefficient: 0.5264 - lr: 0.0010 Epoch 9/50 384/384 [==============================] - ETA: 0s - loss: 0.7010 - dice_coefficient: 0.6360 Epoch 9: val_loss did not improve from 1.04633 384/384 [==============================] - 49s 128ms/step - loss: 0.7010 - dice_coefficient: 0.6360 - val_loss: 1.0736 - val_dice_coefficient: 0.5230 - lr: 0.0010 Epoch 10/50 384/384 [==============================] - ETA: 0s - loss: 0.6927 - dice_coefficient: 0.6396 Epoch 10: val_loss did not improve from 1.04633 384/384 [==============================] - 51s 132ms/step - loss: 0.6927 - dice_coefficient: 0.6396 - val_loss: 1.0514 - val_dice_coefficient: 0.5284 - lr: 0.0010 Epoch 11/50 384/384 [==============================] - ETA: 0s - loss: 0.6777 - dice_coefficient: 0.6436 Epoch 11: val_loss did not improve from 1.04633 Epoch 11: ReduceLROnPlateau reducing learning rate to 0.00020000000949949026. 384/384 [==============================] - 50s 130ms/step - loss: 0.6777 - dice_coefficient: 0.6436 - val_loss: 1.1399 - val_dice_coefficient: 0.5191 - lr: 0.0010
<keras.src.callbacks.History at 0x7f5e6a0602b0>
Part 1.2 d - Evaluate and share insights on performance of the model.
print("Test image:")
plt.imshow(X_test[2])
Test image:
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x7f5e6a2af820>
print("Test masked image")
plt.imshow(y_test[2])
Test masked image
<matplotlib.image.AxesImage at 0x7f5e6fc5bcd0>
pred_mask = cv2.resize(1.0 * (model.predict(x=np.array([X_test[2]]))[0] > 0.5), (IMAGE_WIDTH, IMAGE_HEIGHT))
plt.imshow(X_test[2])
plt.imshow(pred_mask, alpha=0.9)
1/1 [==============================] - 0s 98ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x7f5e6761bfd0>
# Parameters
num_samples = len(X_test)
num_columns = 3
image_scale = 3
num_rows = np.ceil(num_samples / (num_columns // 3)).astype(int)
# Create the figure
plt.figure(figsize=(image_scale * num_columns, image_scale * num_rows))
for i in range(num_samples):
row = i // (num_columns // 3)
col = i % (num_columns // 3) * 3
plt.subplot(num_rows, num_columns, col + 1 + row * num_columns)
plt.imshow(X_test[i])
plt.title(f"Image {i + 1}")
plt.axis('off')
plt.subplot(num_rows, num_columns, col + 2 + row * num_columns)
plt.imshow(y_test[i], cmap='gray')
plt.title(f"Mask {i + 1}")
plt.axis('off')
pred_mask = cv2.resize(1.0 * (model.predict(x=np.array([X_test[i]]))[0] > 0.5), (IMAGE_WIDTH, IMAGE_HEIGHT))
plt.subplot(num_rows, num_columns, col + 3 + row * num_columns)
plt.imshow(X_test[i])
plt.imshow(pred_mask, alpha=0.9)
plt.title(f"Predicted mask {i + 1}")
plt.axis('off')
plt.tight_layout()
plt.show()
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 68ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 66ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 72ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 67ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 72ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 67ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 66ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 71ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers). WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
1/1 [==============================] - 0s 73ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Insights
The prediction was very good, most of the faces was predicted and segmented/masked in the predicted image Used early stopping to overcome overfitting, save resources etc..
dice_coefficient: 0.6436
val_dice_coefficient: 0.5191
Variations in the training process's loss and dice coefficient performance point to possible problems with convergence and model stability. Though there are significant swings, the validation loss appears to be steadily declining over epochs, suggesting improvement.
Part 1.3 - Test the model predictions on the test image: ‘image with index 3 in the test data’ and visualise the predicted masks on the faces in the image.
print("Test image: (indx 3)")
plt.imshow(X_test[3])
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
Test image: (indx 3)
<matplotlib.image.AxesImage at 0x7f5e6ffe7a90>
print("Test masked image: (indx 3)")
plt.imshow(y_test[3])
Test masked image: (indx 3)
<matplotlib.image.AxesImage at 0x7f5e6f8bd210>
pred_mask = cv2.resize(1.0 * (model.predict(x=np.array([X_test[3]]))[0] > 0.5), (IMAGE_WIDTH, IMAGE_HEIGHT))
plt.imshow(X_test[3])
plt.imshow(pred_mask, alpha=0.9)
1/1 [==============================] - 0s 71ms/step
WARNING:matplotlib.image:Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).
<matplotlib.image.AxesImage at 0x7f5e921bc5e0>
Part 2.1 a Read/import images from folder ‘training_images’.
folder_path = '/content/drive/MyDrive/Greatlearning/ComputerVsion Project/training_images'
images = []
filenames = []
for filename in os.listdir(folder_path):
if filename.endswith('.jpg') or filename.endswith('.png'):
img_path = os.path.join(folder_path, filename)
img = cv2.imread(img_path)
images.append(img)
filenames.append(filename)
images[0]
ndarray (600, 600, 3)
array([[[197, 199, 207],
[197, 200, 205],
[198, 198, 204],
...,
[220, 216, 221],
[220, 216, 221],
[220, 216, 221]],
[[201, 201, 207],
[198, 198, 204],
[197, 197, 203],
...,
[220, 216, 221],
[220, 216, 221],
[220, 216, 221]],
[[204, 202, 208],
[200, 198, 204],
[199, 197, 203],
...,
[220, 216, 221],
[220, 216, 221],
[220, 216, 221]],
...,
[[216, 215, 219],
[216, 215, 219],
[217, 216, 220],
...,
[141, 235, 248],
[141, 235, 248],
[141, 235, 248]],
[[216, 215, 219],
[216, 215, 219],
[216, 215, 219],
...,
[141, 235, 248],
[141, 235, 248],
[141, 235, 248]],
[[215, 214, 218],
[215, 214, 218],
[216, 215, 219],
...,
[141, 235, 248],
[141, 235, 248],
[141, 235, 248]]], dtype=uint8)filenames[0]
'real_00088.jpg'
Part 2.1 b - Write a loop which will iterate through all the images in the ‘training_images’ folder and detect the faces present on all the images.
face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_frontalface_default.xml')
face_metadata = []
for filename in os.listdir(folder_path):
if filename.endswith('.jpg') or filename.endswith('.png'):
img_path = os.path.join(folder_path, filename)
img = cv2.imread(img_path)
gray_img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)
faces = face_cascade.detectMultiScale(gray_img, scaleFactor=1.1, minNeighbors=5)
for (x, y, w, h) in faces:
face_metadata.append({ 'x': x, 'y': y, 'width': w, 'height': h , 'Total_Faces' : len(faces),'Image_Name': filename,})
print("Face detection completed")
Face detection completed
Part 2.1 c - From the same loop above, extract metadata of the faces and write into a DataFrame.
df = pd.DataFrame(face_metadata)
df.head()
| x | y | width | height | Total_Faces | Image_Name | |
|---|---|---|---|---|---|---|
| 0 | 108 | 129 | 447 | 447 | 1 | real_00088.jpg |
| 1 | 126 | 241 | 343 | 343 | 1 | real_00083.jpg |
| 2 | 67 | 56 | 461 | 461 | 1 | real_00076.jpg |
| 3 | 40 | 138 | 408 | 408 | 1 | real_00079.jpg |
| 4 | 131 | 129 | 438 | 438 | 1 | real_00080.jpg |
Already extracted the metadata of faces in the same loop for the above qn
Part 2.1 d - Save the output Dataframe in .csv format..
df.to_csv('face_metadata.csv', index=False)
Part 2.1 a - Unzip, read and Load data(‘PINS.zip’) into session.
zip_file_path = '/content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS.zip'
extract_dir = '/content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS'
if not os.path.exists(extract_dir):
os.makedirs(extract_dir)
with zipfile.ZipFile(zip_file_path, 'r') as zip_ref:
zip_ref.extractall(extract_dir)
extracted_files = os.listdir(extract_dir)
print("Files extracted successfully:", extracted_files)
Files extracted successfully: ['PINS', '__MACOSX']
Part 2.1 b - Write function to create metadata of the image.
class IdentityMetadata():
def __init__(self, base, name, file):
# print(base, name, file)
# dataset base directory
self.base = base
# identity name
self.name = name
# image file name
self.file = file
def __repr__(self):
return self.image_path()
def image_path(self):
return os.path.join(self.base, self.name, self.file)
def load_metadata(path):
metadata = []
for i in os.listdir(path):
for f in os.listdir(os.path.join(path, i)):
# Check file extension. Allow only jpg/jpeg' files.
ext = os.path.splitext(f)[1]
if ext == '.jpg' or ext == '.jpeg':
metadata.append(IdentityMetadata(path, i, f))
return np.array(metadata)
Part 2.1 c - Write a loop to iterate through each and every image and create metadata for all the images.
metadata = load_metadata('/content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS/PINS')
print(metadata)
[/content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS/PINS/pins_mark zuckerberg/mark zuckerberg1.jpg /content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS/PINS/pins_mark zuckerberg/mark zuckerberg50.jpg /content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS/PINS/pins_mark zuckerberg/mark zuckerberg44.jpg ... /content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS/PINS/pins_Melissa benoit/Melissa benoit45.jpg /content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS/PINS/pins_Melissa benoit/Melissa benoit53.jpg /content/drive/MyDrive/Greatlearning/ComputerVsion Project/PINS/PINS/pins_Melissa benoit/Melissa benoit47.jpg]
def load_image(path):
img = cv2.imread(path, 1)
return img[...,::-1]
load_image(metadata[0].image_path())
ndarray (300, 299, 3)
array([[[67, 56, 50],
[62, 51, 45],
[56, 45, 39],
...,
[22, 19, 12],
[22, 19, 12],
[23, 18, 12]],
[[65, 54, 48],
[64, 53, 47],
[56, 45, 39],
...,
[22, 19, 12],
[22, 19, 12],
[23, 18, 12]],
[[61, 50, 46],
[59, 48, 44],
[47, 36, 30],
...,
[23, 18, 12],
[23, 18, 12],
[23, 18, 12]],
...,
[[60, 40, 41],
[60, 40, 41],
[56, 36, 37],
...,
[30, 21, 16],
[31, 22, 17],
[31, 22, 17]],
[[60, 40, 41],
[60, 40, 41],
[57, 37, 38],
...,
[30, 21, 16],
[31, 22, 17],
[31, 22, 17]],
[[61, 41, 42],
[60, 40, 41],
[57, 37, 38],
...,
[30, 21, 16],
[31, 22, 17],
[31, 22, 17]]], dtype=uint8)Part 2.1 d - Generate Embeddings vectors on the each face in the dataset.
def vgg_face():
model = Sequential()
model.add(ZeroPadding2D((1,1),input_shape=(224,224, 3)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(64, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(128, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(256, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(ZeroPadding2D((1,1)))
model.add(Convolution2D(512, (3, 3), activation='relu'))
model.add(MaxPooling2D((2,2), strides=(2,2)))
model.add(Convolution2D(4096, (7, 7), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(4096, (1, 1), activation='relu'))
model.add(Dropout(0.5))
model.add(Convolution2D(2622, (1, 1)))
model.add(Flatten())
model.add(Activation('softmax'))
return model
model = vgg_face()
model.load_weights('/content/drive/MyDrive/Greatlearning/ComputerVsion Project/vgg_face_weights.h5')
vgg_face_descriptor = Model(inputs=model.layers[0].input, outputs=model.layers[-2].output)
img_path = metadata[0].image_path()
img = load_image(img_path)
img = (img / 255.).astype(np.float32)
img = cv2.resize(img, dsize = (224,224))
print(img.shape)
embedding_vector = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
print(embedding_vector.shape)
(224, 224, 3) 1/1 [==============================] - 3s 3s/step (2622,)
embeddings = np.zeros((metadata.shape[0], 2622))
for i, m in enumerate(metadata):
img = load_image(m.image_path())
img = cv2.resize(img, dsize = (224,224))
img = (img / 255.).astype(np.float32)
embeddings[i] = vgg_face_descriptor.predict(np.expand_dims(img, axis=0))[0]
Streaming output truncated to the last 5000 lines.
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1/1 [==============================] - 0s 18ms/step
1/1 [==============================] - 0s 21ms/step
1/1 [==============================] - 0s 18ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 19ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 20ms/step
1/1 [==============================] - 0s 19ms/step
Part 2.1 e - Build distance metrics for identifying the distance between two similar and dissimilar images.
def distance(emb1, emb2):
return np.sum(np.square(emb1 - emb2))
def show_pair(idx1, idx2):
plt.figure(figsize=(8,3))
plt.suptitle(f'Distance = {distance(embeddings[idx1], embeddings[idx2]):.2f}')
plt.subplot(121)
plt.imshow(load_image(metadata[idx1].image_path()))
plt.subplot(122)
plt.imshow(load_image(metadata[idx2].image_path()));
show_pair(2, 3)
show_pair(2, 180)
Part 2.1 f - Use PCA for dimensionality reduction.
train_idx = np.arange(metadata.shape[0]) % 9 != 0
test_idx = np.arange(metadata.shape[0]) % 9 == 0
# one half as train examples of 10 identities
X_train = embeddings[train_idx]
# another half as test examples of 10 identities
X_test = embeddings[test_idx]
targets = np.array([m.name for m in metadata])
y_train = targets[train_idx]
y_test = targets[test_idx]
Encoding
encoder = LabelEncoder()
y_train = encoder.fit_transform(y_train)
y_test = encoder.transform(y_test)
Scaling
sc = StandardScaler()
X_train = sc.fit_transform(X_train)
X_test = sc.transform(X_test)
PCA - dimensonality reduction
pca = PCA(n_components=128, svd_solver='randomized', whiten=True)
X_train = pca.fit_transform(X_train)
X_test = pca.transform(X_test)
Part 2.1 g - Build an SVM classifier in order to map each image to its right person.
# clf = SVC(kernel='rbf', class_weight=None , C=10, gamma='auto')
# clf.fit(X_train, y_train)
# clf.score(X_test, y_test)
clf = SVC()
param_grid = {
'C': [0.1, 1, 10],
'gamma': ['scale', 'auto'],
'kernel': ['linear', 'rbf']
}
grid_search = GridSearchCV(clf, param_grid, cv=5)
grid_search.fit(X_train, y_train)
print("Best parameters:", grid_search.best_params_)
print("Best score:", grid_search.best_score_)
best_clf = grid_search.best_estimator_
best_clf.fit(X_train, y_train)
Best parameters: {'C': 1, 'gamma': 'scale', 'kernel': 'rbf'}
Best score: 0.9679420889348499
SVC(C=1)In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
SVC(C=1)
Part 2.1 h - Import and display the the test images.
plt.figure(figsize=(8,3))
plt.subplot(121)
plt.imshow(Image.open("/content/drive/MyDrive/Greatlearning/ComputerVsion Project/testing_images/Benedict Cumberbatch9.jpg"))
plt.subplot(122)
plt.imshow(Image.open("/content/drive/MyDrive/Greatlearning/ComputerVsion Project/testing_images/Dwayne Johnson4.jpg"))
<matplotlib.image.AxesImage at 0x7aa884472c20>
Part 2.1 i - Use the trained SVM model to predict the face on both test images.
test_image_directory = "/content/drive/MyDrive/Greatlearning/ComputerVsion Project/testing_images"
test_image_filenames = [f for f in os.listdir(test_image_directory) if f.lower().endswith(('png', 'jpg', 'jpeg'))]
test_image_filenames
['Dwayne Johnson4.jpg', 'Benedict Cumberbatch9.jpg']
test_embeddings = np.zeros((len(test_image_filenames), 2622))
# test_embeddings = []
for i, filename in enumerate(test_image_filenames):
image_path = os.path.join(test_image_directory, filename)
img = cv2.imread(image_path)
img = cv2.resize(img, (224, 224))
img = (img / 255.).astype(np.float32)
img_expanded = np.expand_dims(img, axis=0)
test_embeddings[i] = vgg_face_descriptor.predict(img_expanded)[0]
print(test_embeddings[i])
print(f"Extracted embeddings for {len(test_embeddings)} images with shape: {test_embeddings.shape}")
1/1 [==============================] - 0s 22ms/step [ 0.01430988 0.00752764 0.0158792 ... -0.00922866 0.01744327 0.00473036] 1/1 [==============================] - 0s 18ms/step [ 0.0107411 -0.00820719 0.00615904 ... -0.00857323 -0.00022601 0.0109814 ] Extracted embeddings for 2 images with shape: (2, 2622)
test_embeddings = sc.transform(test_embeddings)
test_embeddings = pca.transform(test_embeddings)
image = load_image(os.path.join(test_image_directory, "Dwayne Johnson4.jpg"))
prediction = best_clf.predict([test_embeddings[0]])
identity = encoder.inverse_transform(prediction)[0]
plt.imshow(image)
plt.title(f'Identified as {identity}')
Text(0.5, 1.0, 'Identified as pins_Chris Pratt')
image = load_image(os.path.join(test_image_directory, "Benedict Cumberbatch9.jpg"))
prediction = best_clf.predict([test_embeddings[1]])
print(prediction)
identity = encoder.inverse_transform(prediction)[0]
plt.imshow(image)
plt.title(f'Identified as {identity}')
[8]
Text(0.5, 1.0, 'Identified as pins_Chris Pratt')